AI-Driven Defect Recovery Strategy in a Marketplace Platform
Context
An insurance marketplace team was preparing for production while simultaneously adopting AI-assisted development tools. The goal was to stabilize the platform under tight deadlines while leveraging intelligent tooling to accelerate defect resolution.
Challenge
75
Open Defects
4
Developers
15
Days to Stabilize
Approach
AI-Powered Defect Triage
Integrated Claude Code CLI with Jira via MCP to extract and group defects automatically, replacing manual triage with intelligent clustering.
Cross-Codebase Analysis
Cross-analyzed frontend and backend codebases to identify shared root causes across React and Kotlin services, structuring defect clusters by impact area.
Impact-Based Prioritization
Structured defect clusters and prioritized execution based on production impact, ensuring the most critical issues were resolved first.
Impact
< 30 min
Root-Cause Clustering
75
Defects Resolved in 15 Days
✓
Production Readiness On Schedule